... Natural aquifers may have different types of heterogeneities across different scales (Babakhani et al., 2017a;Cullen et al., 2010;Murphy et al., 1997;Saiers et al., 1994;Soltanian and Ritzi, 2014;Soltanian et al., 2015a;Soltanian et al., 2017). Such heterogeneities may in general be categorized into five major groups: (i) stratigraphic heterogeneity, most commonly encountered in geological formations, emanates from variation in the type of grains from one layer to another (Babakhani et al., 2018a;Harvey and Garabedian, 1991;Harvey et al., 1993;Huang et al., 2017a;Phenrat et al., 2010a;Soltanian et al., 2015b); (ii) textural heterogeneity, which results from variations in the type of grains within a single-layer aquifer that can be seen at a continuum scale (Babakhani et al., 2017a;Cullen et al., 2010;Saiers et al., 1994;Silliman et al., 2001); (iii) pore-to-continuum heterogeneity emanating from variations in skeletons and pore dimensions, which might lead to preferential flow paths at a pore scale (Babakhani et al., 2017a;Murphy et al., 1997;Szecsody et al., 1994); (iv) nano-and micro-scale heterogeneities, which arise from variations in the surface roughness of porous medium grains affecting particle deposition behaviours Shen et al., 2018); and (v) chemical heterogeneity, which emanates from diversity in surface charge of porous medium grains and might also affect colloid deposition patterns (Elimelech et al., 2000;Knapp et al., 1998;Loveland et al., 2003;Tufenkji and Elimelech, 2005). ...